{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density based retrieval relevance\n",
    "\n",
    "An important aspect of using embeddings-based retreival systems like Chroma is knowing whether there are relevant results to a given query in the existing dataset. As application developers, we would like to know when the system doesn't have enough information to complete a given query or task - we want to know what we don't know. \n",
    "\n",
    "This is particularly important in the case of retrieval-augmented generation, since it's [often been observed](https://arxiv.org/abs/2302.00093) that supplying irrelevant context serves to confuse the generative model, leading to the degredation of application performance in ways that are difficult to detect. \n",
    "\n",
    "Unlike a relational database which will not return results if none match the query, a vector search based retrieval system will return the $k$ nearest neighbors to any given query, whether they are relevant or not. \n",
    "\n",
    "One possible approach one might take is to tune a distance threshold, and reject any results which fall further away from the query. This might be suitable for certain kind of fixed datasets, but in practice such thresholds tend to be very brittle, and often serve to exclude many relevant results while not always excluding irrelevant ones. Additionally, the threshold will need to be continously adapted as the data changes. Additionally, such distance thresholds are not comparable across embedding models for a given dataset, nor across datasets for a given embedding model. \n",
    "\n",
    "We would prefer to find a data driven approach which can:\n",
    "- produce a uniform and comparable measure of relevance for any dataset \n",
    "- automatically adapt as the underlying data changes \n",
    "- is relatively inexpensive to compute\n",
    "\n",
    "This notebook demonstrates one possible such approach, which relies on the distribution of distances (pseudo 'density') between points in a given dataset. For a given result, we use compute the percentile the result's distance to the query falls into with respect to the overall distribution of distances in the dataset. This approach produces a uniform measure of relevance for any dataset, and is relatively cheap to compute, and can be computed online as data mutates. \n",
    "\n",
    "This approach is still very preliminary, and we welcome contributions and alternative approaches - some ideas are listed at the end of this notebook."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preliminaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install required packages\n",
    "\n",
    "import sys\n",
    "!{sys.executable} -m pip install chromadb numpy umap-learn[plot] matplotlib tqdm datasets"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset\n",
    "\n",
    "As a demonstration we use the [SciQ dataset](https://arxiv.org/abs/1707.06209), available from [HuggingFace](https://huggingface.co/datasets/sciq). \n",
    "\n",
    "Dataset description, from HuggingFace:\n",
    "\n",
    "> The SciQ dataset contains 13,679 crowdsourced science exam questions about Physics, Chemistry and Biology, among others. The questions are in multiple-choice format with 4 answer options each. For the majority of the questions, an additional paragraph with supporting evidence for the correct answer is provided."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Found cached dataset sciq (/Users/antontroynikov/.cache/huggingface/datasets/sciq/default/0.1.0/50e5c6e3795b55463819d399ec417bfd4c3c621105e00295ddb5f3633d708493)\n",
      "Loading cached processed dataset at /Users/antontroynikov/.cache/huggingface/datasets/sciq/default/0.1.0/50e5c6e3795b55463819d399ec417bfd4c3c621105e00295ddb5f3633d708493/cache-9181e6e3516ba4ed.arrow\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of questions with support:  10481\n"
     ]
    }
   ],
   "source": [
    "# Get the SciQ dataset from HuggingFace\n",
    "from datasets import load_dataset\n",
    "\n",
    "dataset = load_dataset(\"sciq\", split=\"train\")\n",
    "\n",
    "# Filter the dataset to only include questions with a support\n",
    "dataset = dataset.filter(lambda x: x['support'] != '')\n",
    "\n",
    "print(\"Number of questions with support: \", len(dataset))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data loading \n",
    "\n",
    "We load the dataset into a local persistent instance of Chroma, into a collection called `sciq`. We use Chroma's [default embedding function](https://docs.trychroma.com/embeddings#default-all-minilm-l6-v2), all-MiniLM-L6-v2 from [sentence tranformers](https://www.sbert.net/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import chromadb\n",
    "from chromadb.config import Settings\n",
    "\n",
    "chroma_client = chromadb.PersistentClient(path=\"./chroma)\")\n",
    "\n",
    "collection = chroma_client.get_or_create_collection(name=\"sciq\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the data into Chroma and persist, if it hasn't already been loaded and previously. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0df53f502e3a450783f7cbc3b3c658ea",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/11 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the data and persist \n",
    "collection.delete()\n",
    "\n",
    "from tqdm.notebook import tqdm\n",
    "batch_size = 1000\n",
    "for i in tqdm(range(0, len(dataset), batch_size)):\n",
    "    collection.add(ids=[str(i) for i in range(i, min(i + batch_size, len(dataset)))], documents=dataset['support'][i:i + batch_size], metadatas=[{'type': 'support'} for _ in range(i, min(i + batch_size, len(dataset)))])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing a distribution over distances (pseudo density function)\n",
    "\n",
    "We would like to understand the distribution of distances between points in the dataset. \n",
    "\n",
    "To do so, we:\n",
    "\n",
    "1. Get the computed embeddings of each supporting sentence in the dataset. \n",
    "2. Use Chroma to efficiently find the distance to each sentence's nearest neighbor.\n",
    "3. Compute a cumulative density function over distances. \n",
    "\n",
    "Subsequently we can use this cumulative density function to estimate query relevance, by finding the percentile of a given result's distance from the query according to the CDF. \n",
    "A lower percentile means that "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the embeddings for the support documents from the collection\n",
    "support_embeddings = collection.get(include=['embeddings'])['embeddings']"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We query the collection using the embeddings for each element, returning the distances. Note that we query for two results, since the first (nearest) result will be the element we're querying with. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "dists = collection.query(query_embeddings=support_embeddings, n_results=2, include=['distances'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Flatten the distances list, excluding the first element (which is an element's distance to itself)\n",
    "flat_dists = [item for sublist in dists['distances'] for item in sublist[1:]]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are some details to note here. Because we query with each element, when two elements are each other's nearest neighbors, the same distance will appear in the result twice. This isn't necessarily a problem if we're computing a cumulative density, as the doubling is taken into account when we normalize to get a cumulative distribution function. \n",
    "\n",
    "However, it is not always the case that the nearest neighbor of some element $a$, will have $a$ as its own nearest neighbor. This could be taken into account by appropriately filtering pairwise matches using the element IDs, but for simplicity we ignore it here. "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization\n",
    "\n",
    "It can be helpful to visualize the embeddings to get a sense of how they might be distributed and see if there is any obvious structure. We use the [UMAP library](https://umap-learn.readthedocs.io/en/latest/plotting.html) to fit a 2D mainfold to the high-dimensional embedding data, and visualize it. \n",
    "A brighter color indicates a shorter distance to the nearest neighbor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from umap.umap_ import UMAP\n",
    "import umap.plot as umap_plot\n",
    "import numpy as np\n",
    "\n",
    "mapper = UMAP().fit(support_embeddings)\n",
    "umap_plot.points(mapper, values=np.array(flat_dists), show_legend=False, theme='inferno')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Computing the density function over distances \n",
    "\n",
    "Using the returned distances, we compute the density function using `numpy`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute a density function over the distances\n",
    "import numpy as np\n",
    "hist, bin_edges = np.histogram(flat_dists, bins=100, density=True)\n",
    "cumulative_density = np.cumsum(hist) / np.sum(hist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the density function\n",
    "import matplotlib.pyplot as plt\n",
    "plt.plot(bin_edges[1:], hist, label=\"Density\")\n",
    "plt.plot(bin_edges[1:], cumulative_density, label=\"Cumulative Density\")\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.xlabel(\"Distance\")\n",
    "plt.show()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Computing relevance using the density function\n",
    "\n",
    "We use the percentile a given query falls into with respect to the overall distribution of distances between elements of the dataset, to estimate its relevance. Intuitively, results which are less relevant to the query, should be in higher percentiles than those which are more relevant. \n",
    "\n",
    "By using the distribution of distances in this way, we eliminate the need to tune an explicit distance threshold, and can instead reason in terms of likelihoods. We could either apply a threshold to the percentile-based relevance directly, or else feed this information into a re-ranking model, or take a sampling approach. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_percentile(dist):\n",
    "    index = np.searchsorted(bin_edges[1:], dist, side='right')\n",
    "    return cumulative_density[index - 1]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation\n",
    "\n",
    "We evaluate the percentile based relevance score using the SciQ dataset. \n",
    "\n",
    "1. We query the collection of supporting sentences using the questions from the dataset, returning the 10 nearest results, along with their distances.\n",
    "2. We check the results for whether the supporting sentence is present or absent. If it's present in the results, we record the percentile that the support falls into, otherwise we record the percentile of the nearest result. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "question_results = collection.query(query_texts=dataset['question'], n_results=10, include=['documents', 'distances'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "support_percentiles = []\n",
    "missing_support_percentiles = []\n",
    "for i, q in enumerate(dataset['question']):\n",
    "    support = dataset['support'][i]\n",
    "    if support in question_results['documents'][i]:\n",
    "        support_index = question_results['documents'][i].index(support)\n",
    "        percentile = compute_percentile(question_results['distances'][i][support_index])\n",
    "        support_percentiles.append(percentile)\n",
    "    else:\n",
    "        missing_support_percentiles.append(compute_percentile(question_results['distances'][i][0]))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization\n",
    "\n",
    "We plot histograms of the percentiles for the cases where the support was found, and the case where it wasn't. A lower percentile is more relevant. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot normalized histograms of the percentiles\n",
    "plt.hist(support_percentiles, bins=20, density=True, alpha=0.5, label='Support')\n",
    "plt.hist(missing_support_percentiles, bins=20, density=True, alpha=0.5, label='No support')\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preliminary results\n",
    "\n",
    "While we don't observe a clear separation of the two classes, we do note that in general, supports tend to be in lower percentiles, and hence more relevant, than results which aren't the support. \n",
    "\n",
    "One possible confounding factor is that in some cases, the result does contain the answer to the query question, but is not itself the support for that question. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question: What type of organism is commonly used in preparation of foods such as cheese and yogurt? \n",
      "Support: Mesophiles grow best in moderate temperature, typically between 25°C and 40°C (77°F and 104°F). Mesophiles are often found living in or on the bodies of humans or other animals. The optimal growth temperature of many pathogenic mesophiles is 37°C (98°F), the normal human body temperature. Mesophilic organisms have important uses in food preparation, including cheese, yogurt, beer and wine. \n",
      "Top result: Bacteria can be used to make cheese from milk. The bacteria turn the milk sugars into lactic acid. The acid is what causes the milk to curdle to form cheese. Bacteria are also involved in producing other foods. Yogurt is made by using bacteria to ferment milk ( Figure below ). Fermenting cabbage with bacteria produces sauerkraut.\n",
      "\n",
      "Question: Changes from a less-ordered state to a more-ordered state (such as a liquid to a solid) are always what? \n",
      "Support: Summary Changes of state are examples of phase changes, or phase transitions. All phase changes are accompanied by changes in the energy of a system. Changes from a more-ordered state to a less-ordered state (such as a liquid to a gas) areendothermic. Changes from a less-ordered state to a more-ordered state (such as a liquid to a solid) are always exothermic. The conversion of a solid to a liquid is called fusion (or melting). The energy required to melt 1 mol of a substance is its enthalpy of fusion (ΔHfus). The energy change required to vaporize 1 mol of a substance is the enthalpy of vaporization (ΔHvap). The direct conversion of a solid to a gas is sublimation. The amount of energy needed to sublime 1 mol of a substance is its enthalpy of sublimation (ΔHsub) and is the sum of the enthalpies of fusion and vaporization. Plots of the temperature of a substance versus heat added or versus heating time at a constant rate of heating are calledheating curves. Heating curves relate temperature changes to phase transitions. A superheated liquid, a liquid at a temperature and pressure at which it should be a gas, is not stable. A cooling curve is not exactly the reverse of the heating curve because many liquids do not freeze at the expected temperature. Instead, they form a supercooled liquid, a metastable liquid phase that exists below the normal melting point. Supercooled liquids usually crystallize on standing, or adding a seed crystal of the same or another substance can induce crystallization. \n",
      "Top result: Under the right pressure conditions, lowering the temperature of a substance in the liquid state causes the substance to solidify. The opposite effect occurs if the temperature is increased.\n",
      "\n",
      "Question: Kilauea in hawaii is the world’s most continuously active volcano. very active volcanoes characteristically eject red-hot rocks and lava rather than this? \n",
      "Support: Example 3.5 Calculating Projectile Motion: Hot Rock Projectile Kilauea in Hawaii is the world’s most continuously active volcano. Very active volcanoes characteristically eject red-hot rocks and lava rather than smoke and ash. Suppose a large rock is ejected from the volcano with a speed of 25.0 m/s and at an angle 35.0º above the horizontal, as shown in Figure 3.40. The rock strikes the side of the volcano at an altitude 20.0 m lower than its starting point. (a) Calculate the time it takes the rock to follow this path. (b) What are the magnitude and direction of the rock’s velocity at impact?. \n",
      "Top result: Volcanoes can be active, dormant, or extinct.\n",
      "\n",
      "Question: When a meteoroid reaches earth, what is the remaining object called? \n",
      "Support: Meteoroids are smaller than asteroids, ranging from the size of boulders to the size of sand grains. When meteoroids enter Earth’s atmosphere, they vaporize, creating a trail of glowing gas called a meteor. If any of the meteoroid reaches Earth, the remaining object is called a meteorite. \n",
      "Top result: A meteoroid is dragged toward Earth by gravity and enters the atmosphere. Friction with the atmosphere heats the object quickly, so it starts to vaporize. As it flies through the atmosphere, it leaves a trail of glowing gases. The object is now a meteor. Most meteors vaporize in the atmosphere. They never reach Earth’s surface. Large meteoroids may not burn up entirely in the atmosphere. A small core may remain and hit Earth’s surface. This is called a meteorite .\n",
      "\n",
      "Question: What kind of a reaction occurs when a substance reacts quickly with oxygen? \n",
      "Support: A combustion reaction occurs when a substance reacts quickly with oxygen (O 2 ). For example, in the Figure below , charcoal is combining with oxygen. Combustion is commonly called burning, and the substance that burns is usually referred to as fuel. The products of a complete combustion reaction include carbon dioxide (CO 2 ) and water vapor (H 2 O). The reaction typically gives off heat and light as well. The general equation for a complete combustion reaction is:. \n",
      "Top result: A combustion reaction occurs when a substance reacts quickly with oxygen (O 2 ). You can see an example of a combustion reaction in Figure below . Combustion is commonly called burning. The substance that burns is usually referred to as fuel. The products of a combustion reaction include carbon dioxide (CO 2 ) and water (H 2 O). The reaction typically gives off heat and light as well. The general equation for a combustion reaction can be represented by:.\n",
      "\n",
      "Question: Organisms categorized by what species descriptor demonstrate a version of allopatric speciation and have limited regions of overlap with one another, but where they overlap they interbreed successfully?. \n",
      "Support: Ring species Ring species demonstrate a version of allopatric speciation. Imagine populations of the species A. Over the geographic range of A there exist a number of subpopulations. These subpopulations (A1 to A5) and (Aa to Ae) have limited regions of overlap with one another but where they overlap they interbreed successfully. But populations A5 and Ae no longer interbreed successfully – are these populations separate species?  In this case, there is no clear-cut answer, but it is likely that in the link between the various populations will be broken and one or more species may form in the future. Consider the black bear Ursus americanus. Originally distributed across all of North America, its distribution is now much more fragmented. Isolated populations are free to adapt to their own particular environments and migration between populations is limited. Clearly the environment in Florida is different from that in Mexico, Alaska, or Newfoundland. Different environments will favor different adaptations. If, over time, these populations were to come back into contact with one another, they might or might not be able to interbreed successfully - reproductive isolation may occur and one species may become many. \n",
      "Top result: Allopatric speciation occurs when groups from the same species are geographically isolated for long periods. Imagine all the ways that plants or animals could be isolated from each other:.\n",
      "\n",
      "Question: Zinc is more easily oxidized than iron because zinc has a lower reduction potential. since zinc has a lower reduction potential, it is a more what? \n",
      "Support: One way to keep iron from corroding is to keep it painted. The layer of paint prevents the water and oxygen necessary for rust formation from coming into contact with the iron. As long as the paint remains intact, the iron is protected from corrosion. Other strategies include alloying the iron with other metals. For example, stainless steel is mostly iron with a bit of chromium. The chromium tends to collect near the surface, where it forms an oxide layer that protects the iron. Zinc-plated or galvanized iron uses a different strategy. Zinc is more easily oxidized than iron because zinc has a lower reduction potential. Since zinc has a lower reduction potential, it is a more active metal. Thus, even if the zinc coating is scratched, the zinc will still oxidize before the iron. This suggests that this approach should work with other active metals. Another important way to protect metal is to make it the cathode in a galvanic cell. This is cathodic protection and can be used for metals other than just iron. For example, the rusting of underground iron storage tanks and pipes can be prevented or greatly reduced by connecting them to a more active metal such as zinc or magnesium (Figure 17.18). This is also used to protect the metal parts in water heaters. The more active metals (lower reduction potential) are called sacrificial anodes because as they get used up as they corrode (oxidize) at the anode. The metal being protected serves as the cathode, and so does not oxidize (corrode). When the anodes are properly monitored and periodically replaced, the useful lifetime of the iron storage tank can be greatly extended. \n",
      "Top result: In the reaction above, the zinc is being oxidized by losing electrons. However, there must be another substance present that gains those electrons and in this case that is the sulfur. In other words, the sulfur is causing the zinc to be oxidized. Sulfur is called the oxidizing agent. The zinc causes the sulfur to gain electrons and become reduced and so the zinc is called the reducing agent. The oxidizing agent is a substance that causes oxidation by accepting electrons. The reducing agent is a substance that causes reduction by losing electrons. The simplest way to think of this is that the oxidizing agent is the substance that is reduced, while the reducing agent is the substance that is oxidized. The sample problem below shows how to analyze a redox reaction.\n",
      "\n",
      "Question: What are used to write nuclear equations for radioactive decay? \n",
      "Support: Nuclear symbols are used to write nuclear equations for radioactive decay. Let’s consider the example of the beta-minus decay of thorium-234 to protactinium-234. This reaction is represented by the equation:. \n",
      "Top result: Nuclear symbols are used to write nuclear equations for radioactive decay. Let’s consider an example. Uranium-238 undergoes alpha decay to become thorium-234. (The numbers following the chemical names refer to the number of protons plus neutrons. ) In this reaction, uranium-238 loses two protons and two neutrons to become the element thorium-234. The reaction can be represented by this nuclear equation:.\n",
      "\n",
      "Question: What is controlled by regulatory proteins that bind to regulatory elements on dna? \n",
      "Support: Gene transcription is controlled by regulatory proteins that bind to regulatory elements on DNA. The proteins usually either activate or repress transcription. \n",
      "Top result: As shown in Figure below , transcription is controlled by regulatory proteins . The proteins bind to regions of DNA, called regulatory elements , which are located near promoters. After regulatory proteins bind to regulatory elements, they can interact with RNA polymerase, the enzyme that transcribes DNA to mRNA. Regulatory proteins are typically either activators or repressors.\n",
      "\n",
      "Question: What occurs when the immune system attacks a harmless substance that enters the body from the outside? \n",
      "Support: An allergy occurs when the immune system attacks a harmless substance that enters the body from the outside. A substance that causes an allergy is called an allergen. It is the immune system, not the allergen, that causes the symptoms of an allergy. \n",
      "Top result: The second line of defense attacks pathogens that manage to enter the body. It includes the inflammatory response and phagocytosis by nonspecific leukocytes.\n",
      "\n",
      "Question: The plants alternation between haploid and diploud generations allow it to do what? \n",
      "Support: All plants have a characteristic life cycle that includes alternation of generations . Plants alternate between haploid and diploid generations. Alternation of generations allows for both asexual and sexual reproduction. Asexual reproduction with spores produces haploid individuals called gametophytes . Sexual reproduction with gametes and fertilization produces diploid individuals called sporophytes . A typical plant’s life cycle is diagrammed in Figure below . \n",
      "Top result: Plants alternate between diploid-cell plants and haploid-cell plants. This is called alternation of generations , because the plant type alternates from generation to generation. In alternation of generations, the plant alternates between a sporophyte that has diploid cells and a gametophyte that has haploid cells.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i, q in enumerate(dataset['question'][:20]):\n",
    "    support = dataset['support'][i]\n",
    "    top_result = question_results['documents'][i][0]\n",
    "\n",
    "    if support != top_result:\n",
    "        print(f\"Question: {q} \\nSupport: {support} \\nTop result: {top_result}\\n\")"
   ]
  },
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    "### Conclusion\n",
    "\n",
    "This notebook presents one possible approach to computing a relevance score for embeddings-based retreival, based on the distribution of distances between embeddings in the dataset. We have done some initial evaluation, but there is a lot left to do. \n",
    "\n",
    "Some things to try include:\n",
    "- Construct the distance distribution on the basis of the query-support pairs, rather than between nearest neighbor supports. \n",
    "- Additional evaluations comparing different embedding models for the same dataset, as well as datasets with less redundancy. \n",
    "- Using the distance distribution to deduplicate data, by finding low-percentile outliers. One idea is to use an LLM in the loop to create summaries of document pairs, creating a single point from several which are near one another. \n",
    "- Using relevance as a signal for automatically fine-tuning embedding space. One approach may be to learn an affine transform based on question/answer pairs, to increase the relevance of the correct points relative to others. \n",
    "\n",
    "We welcome contributions and ideas! "
   ]
  }
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